In [159]:
# The following function calculates the Agglomeration metric for the given graph
In [160]:
def agglomeration(g):
    agglomeration_numerator = 0.0
    total_degrees = 0.0
    
    degrees = nx.degree(g)
    for edge in g.edges():
        agglomeration_numerator += degrees[edge[0]] * degrees[edge[1]]
        
    for item in degrees:
        total_degrees += degrees[item]
        
    return agglomeration_numerator / pow(total_degrees, 2)
In [161]:
# The following function calculates the degree distribution histogram for the given graph
In [162]:
def degree_distribution(g):
    hist = {}
    for n in g.nodes():
        degree = g.degree(n)
        if degree not in hist:
            hist[degree] = degree
        else:
            hist[degree] = hist[degree]+degree
            
    return hist
In [163]:
# The following code loads up the graphml files calculates the necessary metrics
# and generates visualizations and degree distribution histograms. 
In [164]:
import networkx as nx
from networkx.drawing.nx_agraph import graphviz_layout
from multiprocessing import Process
from multiprocessing import Pool
import threading
import sys
import os
import matplotlib.pyplot as plt
import numpy as np

%matplotlib inline  

final_mids = []
mids = os.listdir("graphml")
for i in mids:
    if(i.endswith("graphml")):
        final_mids.append(i)

for f in final_mids:
    print("\n\n\n")
    print("Reading graphml/" + f)
    g = nx.read_graphml("./graphml/" + f)
    
    dd = degree_distribution(g)
    
    print("Clustering Coefficient: " + str(nx.average_clustering(g.to_undirected(), weight='weight')))
    print("Avg Path Length: " + str(nx.average_shortest_path_length(g)))
    print("Agglomeration: " + str(agglomeration(g)))
    print("Number of nodes: "+ str(len(g.nodes())))
    print("Number of edges: "+ str(len(g.edges())))
    print("Unique degrees: " + str(len(dd)))
    
    bet_cen=nx.betweenness_centrality(g, weight='weight')
    bet_color=bet_cen.items()
    bet_color.sort()
    bet_color=[(b) for (a,b) in bet_color]
    
    eig_cen=nx.eigenvector_centrality(g, max_iter=500000, weight='weight')
    eig_size=eig_cen.items()
    eig_size.sort()
    eig_size=[((b)*2000)+20 for (a,b) in eig_size]
   
    spring_pos=nx.spring_layout(g,iterations=1000, weight='weight', dim=2)
    pos = graphviz_layout(g, root=g.node['null'])
    plt.figure(figsize=(10,10))
    nx.draw(g, pos=spring_pos, node_color=bet_color, node_size=eig_size, cmap=plt.cm.Greens, edge_weight="weight", with_labels=False)
    plt.show()
    
    D = dd
    print("Degree Distribution: " + str(dd))
    print("\n")

    plt.title("Degree histogram for " + f + "\n")
    plt.bar(range(len(D)), D.values(), align='center')
    tick_marks = np.arange(len(D.values()))
    plt.ylabel('Frequency')
    plt.xlabel('Degrees')
    plt.show()



Reading graphml/292jsb0552.midi.graphml
Clustering Coefficient: 0.0229917122188
Avg Path Length: 3.15738553417
Agglomeration: 0.158601800931
Number of nodes: 275
Number of edges: 2088
Unique degrees: 55
Degree Distribution: {2: 120, 3: 30, 4: 112, 5: 80, 6: 96, 7: 35, 8: 104, 9: 45, 10: 30, 11: 66, 12: 84, 13: 78, 14: 56, 15: 60, 16: 64, 17: 136, 18: 18, 19: 133, 20: 40, 21: 42, 22: 88, 23: 23, 24: 120, 25: 75, 26: 130, 27: 108, 28: 112, 29: 116, 31: 31, 32: 96, 33: 33, 35: 35, 36: 72, 37: 37, 38: 76, 39: 39, 40: 40, 42: 84, 43: 43, 45: 90, 46: 92, 47: 141, 50: 50, 54: 108, 60: 60, 61: 61, 63: 63, 66: 132, 67: 67, 74: 74, 75: 75, 77: 77, 80: 80, 96: 96, 123: 123}





Reading graphml/50_cent-in_da_club.midi.graphml
Clustering Coefficient: 0.0120648262587
Avg Path Length: 3.5752688172
Agglomeration: 0.207971807253
Number of nodes: 63
Number of edges: 282
Unique degrees: 21
Degree Distribution: {2: 26, 3: 18, 4: 28, 5: 10, 6: 24, 7: 21, 9: 9, 10: 50, 11: 55, 12: 24, 34: 34, 14: 14, 15: 30, 16: 32, 17: 17, 19: 38, 20: 20, 21: 42, 28: 28, 13: 13, 31: 31}





Reading graphml/acdc-dirty_deeds_done_dirt_cheap.mid.graphml
Clustering Coefficient: 0.00354762966973
Avg Path Length: 3.57131147541
Agglomeration: 0.227382147921
Number of nodes: 61
Number of edges: 184
Unique degrees: 17
Degree Distribution: {2: 56, 3: 18, 4: 20, 5: 10, 6: 18, 39: 39, 8: 24, 9: 9, 10: 10, 11: 11, 12: 24, 13: 39, 16: 16, 17: 17, 19: 19, 7: 7, 31: 31}





Reading graphml/ace_of_base-all_that_she_wants.mid.graphml
Clustering Coefficient: 0.0155058346985
Avg Path Length: 3.76989359241
Agglomeration: 0.134799628865
Number of nodes: 132
Number of edges: 438
Unique degrees: 20
Degree Distribution: {2: 74, 3: 48, 4: 84, 5: 55, 6: 48, 7: 14, 8: 72, 9: 27, 10: 70, 11: 22, 12: 24, 13: 13, 14: 42, 15: 30, 17: 17, 40: 40, 56: 56, 25: 25, 28: 84, 31: 31}





Reading graphml/adele-rolling_deep.midi.graphml
Clustering Coefficient: 0.0258326620925
Avg Path Length: 4.6290684624
Agglomeration: 0.0684676102133
Number of nodes: 243
Number of edges: 809
Unique degrees: 28
Degree Distribution: {2: 164, 3: 63, 4: 96, 5: 85, 6: 120, 7: 63, 8: 104, 9: 99, 10: 100, 11: 22, 12: 60, 13: 52, 14: 28, 15: 60, 16: 32, 17: 17, 18: 36, 19: 57, 20: 20, 21: 21, 22: 22, 23: 23, 24: 24, 25: 50, 27: 27, 38: 38, 53: 53, 82: 82}





Reading graphml/al_jerreau-since_i_fell_for_you.midi.graphml
Clustering Coefficient: 0.00627162762804
Avg Path Length: 7.62971268597
Agglomeration: 0.0126104631585
Number of nodes: 698
Number of edges: 1731
Unique degrees: 26
Degree Distribution: {2: 616, 3: 63, 4: 476, 5: 135, 6: 396, 7: 175, 8: 256, 9: 108, 10: 220, 11: 121, 12: 132, 13: 117, 14: 98, 15: 60, 16: 48, 17: 68, 18: 108, 19: 19, 20: 20, 21: 21, 22: 22, 23: 23, 24: 48, 26: 52, 28: 28, 32: 32}





Reading graphml/alice_in_chains-rooster.midi.graphml
Clustering Coefficient: 0.00338583947263
Avg Path Length: 4.88037974684
Agglomeration: 0.104246045887
Number of nodes: 80
Number of edges: 191
Unique degrees: 15
Degree Distribution: {2: 76, 3: 24, 4: 40, 5: 15, 6: 30, 7: 7, 8: 16, 9: 18, 10: 10, 11: 33, 12: 36, 17: 17, 18: 18, 20: 20, 22: 22}





Reading graphml/allman_brothers-ramblin_man.mid.graphml
Clustering Coefficient: 0.00264445563079
Avg Path Length: 4.01308376575
Agglomeration: 0.0971239327614
Number of nodes: 285
Number of edges: 1105
Unique degrees: 37
Degree Distribution: {2: 224, 3: 39, 4: 156, 5: 35, 6: 120, 7: 112, 8: 96, 9: 27, 10: 50, 11: 88, 12: 24, 13: 65, 14: 14, 15: 60, 16: 48, 17: 68, 18: 18, 19: 19, 20: 60, 21: 63, 22: 44, 23: 46, 24: 24, 26: 26, 27: 108, 28: 28, 30: 30, 32: 32, 33: 33, 34: 34, 35: 35, 39: 39, 43: 43, 46: 46, 48: 96, 52: 52, 108: 108}





Reading graphml/anita_baker-sweet_love.midi.graphml
Clustering Coefficient: 0.00363699629457
Avg Path Length: 5.80019689163
Agglomeration: 0.0461383192643
Number of nodes: 219
Number of edges: 626
Unique degrees: 24
Degree Distribution: {2: 154, 3: 45, 4: 136, 5: 100, 6: 84, 7: 56, 8: 96, 9: 54, 10: 60, 11: 22, 12: 36, 13: 26, 14: 14, 15: 30, 16: 32, 17: 34, 18: 72, 19: 19, 20: 20, 21: 21, 22: 66, 23: 23, 24: 24, 28: 28}





Reading graphml/aretha_franklin-respect.mid.graphml
Clustering Coefficient: 0.0101328052536
Avg Path Length: 5.27490448234
Agglomeration: 0.0534075764141
Number of nodes: 147
Number of edges: 427
Unique degrees: 19
Degree Distribution: {2: 94, 3: 42, 4: 84, 5: 50, 6: 54, 7: 42, 8: 72, 9: 36, 10: 10, 11: 77, 12: 48, 13: 52, 14: 28, 15: 30, 16: 16, 17: 51, 19: 19, 24: 24, 25: 25}





Reading graphml/bach-bwv772.midi.graphml
Clustering Coefficient: 0.0752588593924
Avg Path Length: 3.30643166357
Agglomeration: 0.160088352903
Number of nodes: 99
Number of edges: 416
Unique degrees: 22
Degree Distribution: {2: 66, 3: 9, 4: 52, 5: 50, 6: 30, 7: 28, 9: 9, 10: 10, 11: 33, 12: 12, 13: 26, 15: 15, 16: 48, 18: 54, 20: 80, 22: 66, 24: 24, 25: 50, 26: 26, 27: 54, 29: 58, 32: 32}





Reading graphml/bb_king-the_thrill_is_gone.mid.graphml
Clustering Coefficient: 0.000945299122215
Avg Path Length: 4.71392629865
Agglomeration: 0.0818542528988
Number of nodes: 233
Number of edges: 764
Unique degrees: 24
Degree Distribution: {2: 188, 4: 124, 5: 40, 6: 138, 7: 63, 8: 136, 9: 90, 10: 70, 11: 44, 12: 48, 13: 65, 15: 30, 16: 48, 17: 17, 19: 38, 20: 60, 21: 21, 24: 24, 25: 50, 26: 26, 34: 68, 37: 37, 38: 38, 65: 65}





Reading graphml/beastie_boys-sabotage.mid.graphml
Clustering Coefficient: 0.0233878647741
Avg Path Length: 3.34003172924
Agglomeration: 0.223188040648
Number of nodes: 62
Number of edges: 189
Unique degrees: 16
Degree Distribution: {2: 46, 3: 15, 4: 36, 5: 15, 6: 36, 7: 14, 8: 16, 9: 27, 42: 42, 11: 11, 12: 24, 13: 13, 16: 16, 17: 17, 21: 21, 29: 29}





Reading graphml/bee_gees-you_should_be_dancin.mid.graphml
Clustering Coefficient: 0.0142691285867
Avg Path Length: 4.88432066018
Agglomeration: 0.066754604649
Number of nodes: 261
Number of edges: 726
Unique degrees: 23
Degree Distribution: {2: 210, 3: 45, 4: 168, 5: 150, 6: 96, 7: 28, 8: 64, 9: 54, 10: 10, 11: 66, 12: 48, 13: 65, 14: 28, 15: 30, 16: 16, 17: 85, 18: 36, 19: 19, 21: 21, 24: 48, 33: 33, 50: 50, 82: 82}





Reading graphml/beethoven-furelise.midi.graphml
Clustering Coefficient: 0.0295287873492
Avg Path Length: 3.78278388278
Agglomeration: 0.185811368741
Number of nodes: 105
Number of edges: 348
Unique degrees: 22
Degree Distribution: {2: 92, 3: 6, 4: 68, 5: 20, 6: 36, 7: 42, 8: 8, 9: 27, 10: 10, 11: 33, 12: 12, 13: 26, 14: 42, 18: 18, 19: 19, 20: 20, 21: 21, 25: 25, 28: 56, 35: 35, 36: 36, 44: 44}





Reading graphml/bette_midler-from_a_distance.mid.graphml
Clustering Coefficient: 0.00436619193911
Avg Path Length: 5.73557843199
Agglomeration: 0.108508291864
Number of nodes: 179
Number of edges: 592
Unique degrees: 26
Degree Distribution: {2: 148, 3: 24, 4: 92, 5: 40, 6: 90, 7: 21, 8: 48, 9: 99, 10: 60, 11: 11, 12: 24, 13: 39, 14: 14, 16: 48, 17: 17, 18: 18, 19: 19, 20: 40, 26: 26, 27: 54, 28: 56, 29: 29, 37: 37, 40: 40, 43: 43, 47: 47}





Reading graphml/billy_joel-uptown_girl.mid.graphml
Clustering Coefficient: 0.00917593837072
Avg Path Length: 5.01105873822
Agglomeration: 0.0599978092995
Number of nodes: 197
Number of edges: 589
Unique degrees: 23
Degree Distribution: {2: 148, 3: 39, 4: 124, 5: 65, 6: 60, 7: 49, 8: 32, 9: 99, 10: 50, 11: 55, 12: 48, 13: 26, 14: 42, 16: 48, 17: 17, 18: 54, 21: 21, 22: 22, 24: 24, 26: 52, 28: 28, 34: 34, 41: 41}





Reading graphml/black_sabbath-iron_man.midi.graphml
Clustering Coefficient: 0.0141720816188
Avg Path Length: 5.51473829201
Agglomeration: 0.0433568055321
Number of nodes: 121
Number of edges: 308
Unique degrees: 13
Degree Distribution: {2: 70, 3: 42, 4: 72, 5: 60, 6: 60, 7: 42, 8: 48, 9: 45, 10: 60, 11: 33, 12: 36, 13: 26, 22: 22}





Reading graphml/blues_brothers-soul_man.mid.graphml
Clustering Coefficient: 0.0092886188862
Avg Path Length: 5.44365010171
Agglomeration: 0.0659463738671
Number of nodes: 186
Number of edges: 502
Unique degrees: 22
Degree Distribution: {2: 162, 3: 18, 4: 120, 5: 65, 6: 84, 7: 28, 8: 72, 9: 63, 10: 40, 11: 11, 12: 24, 13: 13, 14: 28, 15: 15, 16: 16, 18: 18, 19: 38, 20: 20, 21: 42, 23: 46, 25: 25, 56: 56}





Reading graphml/bon_jovi-livin_on_a_prayer.midi.graphml
Clustering Coefficient: 0.0143277843835
Avg Path Length: 7.43301349109
Agglomeration: 0.0550049832819
Number of nodes: 167
Number of edges: 432
Unique degrees: 21
Degree Distribution: {2: 152, 3: 54, 4: 56, 5: 40, 6: 66, 7: 70, 8: 24, 9: 18, 10: 20, 11: 44, 12: 24, 13: 26, 14: 42, 15: 30, 16: 32, 17: 17, 19: 19, 20: 20, 21: 42, 22: 44, 24: 24}





Reading graphml/bone_thugz_n_harmony-crossroadz.mid.graphml
Clustering Coefficient: 0.00370502191943
Avg Path Length: 4.43338779956
Agglomeration: 0.0905541950113
Number of nodes: 136
Number of edges: 525
Unique degrees: 25
Degree Distribution: {2: 64, 3: 39, 4: 36, 5: 75, 6: 36, 7: 49, 8: 80, 9: 63, 10: 40, 11: 55, 12: 48, 14: 70, 15: 60, 16: 32, 17: 34, 18: 18, 19: 19, 20: 20, 21: 42, 22: 22, 24: 24, 25: 25, 27: 27, 33: 33, 39: 39}





Reading graphml/bruce_springsteen-born_in_the_USA.mid.graphml
Clustering Coefficient: 0.0322580249084
Avg Path Length: 3.29841897233
Agglomeration: 0.3092
Number of nodes: 23
Number of edges: 75
Unique degrees: 11
Degree Distribution: {2: 12, 3: 3, 4: 16, 5: 5, 6: 18, 8: 8, 10: 10, 11: 22, 13: 13, 14: 28, 15: 15}





Reading graphml/byrds-turn_turn_turn.midi.graphml
Clustering Coefficient: 0.00938506925991
Avg Path Length: 3.96519756839
Agglomeration: 0.115557655955
Number of nodes: 141
Number of edges: 460
Unique degrees: 24
Degree Distribution: {2: 108, 3: 60, 4: 48, 5: 60, 6: 24, 7: 21, 8: 40, 9: 45, 10: 10, 11: 22, 12: 12, 13: 26, 14: 42, 15: 15, 16: 32, 17: 68, 18: 18, 20: 20, 23: 46, 24: 24, 26: 26, 28: 56, 40: 40, 57: 57}





Reading graphml/carole_king-natural_woman.midi.graphml
Clustering Coefficient: 0.00484677527806
Avg Path Length: 4.18068439497
Agglomeration: 0.119028406049
Number of nodes: 99
Number of edges: 359
Unique degrees: 21
Degree Distribution: {2: 62, 3: 3, 4: 48, 5: 30, 6: 54, 7: 49, 8: 48, 9: 27, 10: 60, 11: 22, 12: 12, 13: 13, 16: 16, 17: 17, 18: 36, 19: 57, 20: 40, 23: 46, 24: 24, 25: 25, 29: 29}





Reading graphml/cat_stevens-wild_world.midi.graphml
Clustering Coefficient: 0.00791131184398
Avg Path Length: 6.03824911868
Agglomeration: 0.0368630795566
Number of nodes: 185
Number of edges: 574
Unique degrees: 19
Degree Distribution: {2: 66, 3: 24, 4: 156, 5: 100, 6: 138, 7: 84, 8: 136, 9: 45, 10: 50, 11: 11, 12: 36, 13: 39, 14: 98, 15: 45, 16: 16, 17: 34, 19: 19, 23: 23, 28: 28}





Reading graphml/coolio-fantastic_voyage.mid.graphml
Clustering Coefficient: 0.0120836736562
Avg Path Length: 3.93610957897
Agglomeration: 0.103935056941
Number of nodes: 148
Number of edges: 570
Unique degrees: 26
Degree Distribution: {2: 98, 3: 27, 4: 48, 5: 45, 6: 42, 7: 56, 8: 32, 9: 45, 10: 70, 11: 99, 12: 24, 13: 78, 14: 42, 15: 45, 16: 16, 17: 17, 19: 19, 21: 42, 22: 44, 24: 48, 27: 27, 29: 29, 30: 30, 34: 34, 41: 41, 42: 42}





Reading graphml/creed-beautiful.midi.graphml
Clustering Coefficient: 0.00152394305007
Avg Path Length: 6.31144362883
Agglomeration: 0.0435425206072
Number of nodes: 231
Number of edges: 596
Unique degrees: 20
Degree Distribution: {2: 174, 3: 66, 4: 136, 5: 80, 6: 102, 7: 77, 8: 56, 9: 81, 42: 42, 11: 55, 12: 36, 13: 26, 14: 42, 15: 30, 16: 16, 20: 20, 21: 42, 23: 23, 28: 28, 10: 60}





Reading graphml/dmx_ruff_ryders_anthem.mid.graphml
Clustering Coefficient: 0.0637873147284
Avg Path Length: 2.61411411411
Agglomeration: 0.406087239583
Number of nodes: 37
Number of edges: 96
Unique degrees: 10
Degree Distribution: {2: 38, 3: 24, 4: 4, 5: 10, 6: 12, 39: 39, 7: 7, 13: 13, 14: 14, 31: 31}





Reading graphml/doobie_brothers-listen_to_the_music.mid.graphml
Clustering Coefficient: 0.00501237326474
Avg Path Length: 4.2179869104
Agglomeration: 0.0949612381168
Number of nodes: 211
Number of edges: 940
Unique degrees: 31
Degree Distribution: {2: 94, 3: 54, 4: 96, 5: 85, 6: 102, 7: 70, 8: 64, 9: 36, 10: 40, 11: 33, 12: 156, 13: 52, 14: 42, 15: 60, 16: 112, 17: 17, 18: 54, 19: 19, 20: 40, 22: 22, 23: 138, 24: 24, 25: 75, 26: 52, 30: 30, 38: 76, 41: 41, 42: 42, 44: 44, 49: 49, 61: 61}





Reading graphml/dr_dre-aint_nuttin_but_a_g_thing.mid.graphml
Clustering Coefficient: 0.00717038563329
Avg Path Length: 4.17610062893
Agglomeration: 0.130385487528
Number of nodes: 54
Number of edges: 147
Unique degrees: 13
Degree Distribution: {2: 36, 3: 12, 4: 28, 5: 20, 6: 24, 7: 42, 8: 16, 9: 9, 10: 20, 11: 22, 12: 24, 14: 14, 27: 27}





Reading graphml/duke_ellington-take_the_a_train.midi.graphml
Clustering Coefficient: 0.0134352402459
Avg Path Length: 4.31246078266
Agglomeration: 0.0847269342627
Number of nodes: 362
Number of edges: 1209
Unique degrees: 35
Degree Distribution: {2: 340, 3: 48, 4: 216, 5: 40, 6: 114, 7: 70, 8: 128, 9: 72, 10: 90, 11: 66, 12: 24, 13: 52, 15: 45, 16: 32, 17: 51, 18: 36, 19: 38, 20: 80, 21: 21, 22: 88, 24: 48, 25: 50, 26: 26, 27: 54, 32: 32, 34: 34, 36: 72, 37: 37, 40: 40, 42: 42, 48: 48, 62: 62, 66: 66, 71: 71, 85: 85}





Reading graphml/eagles-hotel_california.mid.graphml
Clustering Coefficient: 0.00392347376261
Avg Path Length: 4.70379513512
Agglomeration: 0.0664271401848
Number of nodes: 247
Number of edges: 973
Unique degrees: 30
Degree Distribution: {2: 160, 3: 36, 4: 140, 5: 70, 6: 72, 7: 56, 8: 56, 9: 108, 10: 70, 11: 44, 12: 108, 13: 78, 14: 42, 16: 48, 17: 102, 18: 18, 19: 38, 20: 60, 22: 22, 23: 138, 24: 48, 25: 25, 26: 78, 27: 27, 28: 56, 30: 30, 32: 64, 34: 34, 35: 70, 48: 48}





Reading graphml/ella_fitzgerald-summertime.midi.graphml
Clustering Coefficient: 0.0103068500315
Avg Path Length: 7.44190020506
Agglomeration: 0.0533977812272
Number of nodes: 133
Number of edges: 296
Unique degrees: 17
Degree Distribution: {2: 118, 3: 45, 4: 76, 5: 45, 6: 42, 7: 42, 8: 24, 9: 18, 10: 10, 11: 33, 12: 24, 13: 26, 14: 14, 16: 16, 18: 18, 19: 19, 22: 22}





Reading graphml/elton_john-candle_in_the_wind.mid.graphml
Clustering Coefficient: 0.00491255350101
Avg Path Length: 3.51717699776
Agglomeration: 0.203116549486
Number of nodes: 104
Number of edges: 344
Unique degrees: 21
Degree Distribution: {33: 33, 2: 88, 3: 27, 4: 40, 5: 50, 6: 30, 7: 14, 8: 24, 9: 18, 10: 20, 11: 11, 12: 48, 45: 45, 13: 26, 40: 40, 19: 19, 20: 40, 41: 41, 15: 15, 29: 29, 30: 30}





Reading graphml/eminem-my_name_is.mid.graphml
Clustering Coefficient: 0.130130995029
Avg Path Length: 3.2302955665
Agglomeration: 0.222699154147
Number of nodes: 29
Number of edges: 89
Unique degrees: 10
Degree Distribution: {2: 16, 4: 16, 5: 15, 6: 30, 8: 32, 11: 11, 13: 13, 14: 14, 15: 15, 16: 16}





Reading graphml/eric_clapton-lay_down_sally.mid.graphml
Clustering Coefficient: 0.00893926184932
Avg Path Length: 3.49227373068
Agglomeration: 0.151733772806
Number of nodes: 151
Number of edges: 851
Unique degrees: 35
Degree Distribution: {2: 58, 3: 21, 4: 48, 5: 55, 6: 66, 7: 49, 8: 104, 9: 9, 10: 70, 11: 55, 12: 60, 13: 39, 14: 42, 15: 15, 17: 34, 18: 72, 19: 19, 20: 40, 21: 21, 22: 88, 23: 23, 24: 24, 25: 75, 26: 104, 28: 56, 32: 64, 33: 33, 35: 35, 36: 36, 39: 39, 42: 42, 44: 44, 48: 48, 50: 50, 64: 64}





Reading graphml/errol_garner-misty.midi.graphml
Clustering Coefficient: 0.00908473818057
Avg Path Length: 4.62479572312
Agglomeration: 0.0558785040403
Number of nodes: 494
Number of edges: 1671
Unique degrees: 37
Degree Distribution: {2: 402, 3: 36, 4: 336, 5: 70, 6: 210, 7: 154, 8: 208, 9: 36, 10: 150, 11: 88, 12: 132, 13: 91, 14: 112, 15: 105, 16: 64, 17: 17, 18: 54, 19: 76, 20: 60, 21: 21, 23: 46, 24: 24, 26: 78, 27: 27, 28: 28, 29: 116, 31: 31, 32: 64, 38: 38, 40: 40, 41: 41, 43: 43, 49: 49, 57: 57, 62: 62, 86: 86, 90: 90}





Reading graphml/etta_james-at_last.mid.graphml
Clustering Coefficient: 0.00352367013686
Avg Path Length: 5.53313540814
Agglomeration: 0.0427022437872
Number of nodes: 297
Number of edges: 891
Unique degrees: 25
Degree Distribution: {2: 232, 3: 30, 4: 220, 5: 40, 6: 168, 7: 49, 8: 88, 9: 72, 10: 90, 11: 55, 12: 24, 13: 52, 14: 70, 15: 75, 16: 80, 17: 51, 18: 36, 19: 38, 20: 20, 22: 66, 23: 46, 25: 25, 27: 27, 31: 93, 35: 35}





Reading graphml/fats_domino-blueberry_hill.mid.graphml
Clustering Coefficient: 0.00332669420957
Avg Path Length: 4.45844138424
Agglomeration: 0.0888154123723
Number of nodes: 212
Number of edges: 856
Unique degrees: 33
Degree Distribution: {2: 144, 3: 33, 4: 84, 5: 60, 6: 66, 7: 63, 8: 72, 9: 99, 10: 50, 11: 33, 12: 48, 13: 39, 14: 112, 15: 30, 16: 16, 17: 68, 18: 54, 20: 40, 21: 42, 22: 44, 23: 23, 24: 72, 25: 25, 27: 27, 28: 56, 30: 30, 31: 62, 32: 32, 34: 34, 35: 35, 37: 37, 39: 39, 43: 43}





Reading graphml/foo_fighters-everlong.mid.graphml
Clustering Coefficient: 0.0147870864256
Avg Path Length: 3.75429087624
Agglomeration: 0.159909667969
Number of nodes: 82
Number of edges: 320
Unique degrees: 21
Degree Distribution: {2: 42, 3: 21, 4: 44, 5: 25, 6: 6, 7: 42, 8: 24, 9: 27, 10: 30, 11: 11, 12: 48, 34: 34, 14: 42, 13: 52, 16: 16, 17: 17, 19: 38, 20: 20, 23: 46, 27: 27, 28: 28}





Reading graphml/frank_sinatra-all_of_me.midi.graphml
Clustering Coefficient: 0.00610750248954
Avg Path Length: 7.49686286822
Agglomeration: 0.0151315265232
Number of nodes: 634
Number of edges: 1536
Unique degrees: 25
Degree Distribution: {2: 574, 3: 36, 4: 520, 5: 70, 6: 402, 7: 98, 8: 192, 9: 144, 10: 150, 11: 110, 12: 132, 13: 65, 14: 42, 15: 30, 16: 64, 17: 51, 18: 36, 19: 57, 20: 40, 21: 21, 22: 44, 24: 48, 26: 52, 30: 60, 34: 34}





Reading graphml/frank_sinatra-fools_rush_in.midi.graphml
Clustering Coefficient: 0.00136889337977
Avg Path Length: 6.19355041094
Agglomeration: 0.0294730027645
Number of nodes: 253
Number of edges: 697
Unique degrees: 20
Degree Distribution: {2: 134, 3: 18, 4: 272, 5: 135, 6: 114, 7: 105, 8: 88, 9: 90, 10: 60, 11: 66, 12: 48, 34: 34, 14: 28, 13: 26, 16: 16, 17: 34, 18: 18, 19: 19, 20: 20, 23: 69}





Reading graphml/garth_brooks-friends_in_low_places.midi.graphml
Clustering Coefficient: 0.0189685832389
Avg Path Length: 4.90806686047
Agglomeration: 0.0784639276786
Number of nodes: 129
Number of edges: 398
Unique degrees: 20
Degree Distribution: {2: 86, 3: 42, 4: 40, 5: 50, 6: 54, 7: 49, 8: 56, 9: 36, 10: 20, 11: 22, 12: 48, 13: 78, 14: 14, 15: 30, 18: 18, 19: 38, 21: 42, 22: 22, 25: 25, 26: 26}





Reading graphml/george_michael-faith.mid.graphml
Clustering Coefficient: 0.00759235527367
Avg Path Length: 3.93969298246
Agglomeration: 0.151139106023
Number of nodes: 96
Number of edges: 377
Unique degrees: 22
Degree Distribution: {2: 56, 3: 24, 4: 28, 5: 45, 6: 12, 7: 35, 8: 24, 9: 45, 10: 60, 11: 11, 12: 36, 13: 39, 14: 42, 15: 30, 16: 16, 17: 34, 19: 19, 21: 42, 22: 44, 36: 36, 37: 37, 39: 39}





Reading graphml/godsmack_voodoo.mid.graphml
Clustering Coefficient: 0.0105687617358
Avg Path Length: 5.69882352941
Agglomeration: 0.0891964628989
Number of nodes: 51
Number of edges: 102
Unique degrees: 8
Degree Distribution: {2: 44, 3: 18, 4: 32, 5: 25, 6: 24, 8: 24, 11: 22, 15: 15}





Reading graphml/grand_funk_railroad-some_kind_of_wonderful.mid.graphml
Clustering Coefficient: 0.00463824584712
Avg Path Length: 4.42572102304
Agglomeration: 0.0939165046337
Number of nodes: 149
Number of edges: 398
Unique degrees: 20
Degree Distribution: {2: 150, 3: 30, 4: 68, 5: 20, 6: 54, 7: 35, 8: 24, 9: 45, 10: 30, 11: 22, 12: 60, 45: 45, 14: 28, 15: 30, 16: 16, 17: 17, 50: 50, 20: 20, 24: 24, 28: 28}





Reading graphml/guns_n_roses-sweet_child_o_mine.mid.graphml
Clustering Coefficient: 0.0143299868844
Avg Path Length: 5.1283521831
Agglomeration: 0.0436855025944
Number of nodes: 274
Number of edges: 984
Unique degrees: 27
Degree Distribution: {2: 158, 3: 21, 4: 176, 5: 80, 6: 168, 7: 70, 8: 96, 9: 63, 10: 90, 11: 88, 12: 84, 13: 78, 14: 42, 15: 75, 16: 144, 17: 34, 18: 36, 19: 57, 20: 40, 21: 42, 22: 88, 23: 23, 25: 50, 26: 78, 27: 27, 28: 28, 32: 32}





Reading graphml/gwen_stefani-hollaback_girl.midi.graphml
Clustering Coefficient: 0.0300925925926
Avg Path Length: 6.01086956522
Agglomeration: 0.109607376562
Number of nodes: 24
Number of edges: 41
Unique degrees: 6
Degree Distribution: {2: 24, 3: 3, 4: 20, 5: 10, 6: 18, 7: 7}





Reading graphml/handel-glory_to_god.midi.graphml
Clustering Coefficient: 0.0254050213417
Avg Path Length: 2.87096774194
Agglomeration: 0.23690184928
Number of nodes: 63
Number of edges: 213
Unique degrees: 16
Degree Distribution: {33: 33, 2: 32, 43: 43, 4: 28, 5: 35, 6: 36, 8: 24, 9: 27, 10: 10, 11: 22, 12: 24, 13: 13, 14: 14, 3: 30, 25: 25, 30: 30}





Reading graphml/hank_williams-i_saw_the_light.midi.graphml
Clustering Coefficient: 0.0012489185917
Avg Path Length: 4.27177430702
Agglomeration: 0.104518394246
Number of nodes: 207
Number of edges: 651
Unique degrees: 26
Degree Distribution: {2: 170, 3: 42, 4: 100, 5: 50, 6: 126, 7: 42, 8: 48, 9: 81, 10: 40, 11: 44, 12: 12, 13: 39, 14: 14, 15: 45, 16: 16, 17: 68, 18: 18, 19: 19, 22: 22, 23: 23, 25: 25, 29: 29, 33: 33, 45: 45, 59: 59, 92: 92}





Reading graphml/harry_chapin-cats_in_the_cradle.midi.graphml
Clustering Coefficient: 0.00411330151672
Avg Path Length: 3.98936279548
Agglomeration: 0.0971259915655
Number of nodes: 140
Number of edges: 503
Unique degrees: 24
Degree Distribution: {2: 88, 3: 30, 4: 60, 5: 30, 6: 54, 7: 56, 8: 64, 9: 36, 10: 60, 11: 44, 12: 96, 13: 13, 15: 75, 16: 16, 17: 17, 18: 18, 19: 19, 21: 21, 22: 22, 23: 46, 26: 26, 29: 29, 34: 34, 52: 52}





Reading graphml/herbie_hancock-funkytown.midi.graphml
Clustering Coefficient: 0.011563097811
Avg Path Length: 3.8543071161
Agglomeration: 0.169109294495
Number of nodes: 90
Number of edges: 314
Unique degrees: 21
Degree Distribution: {2: 76, 3: 3, 4: 44, 5: 30, 6: 18, 7: 42, 8: 8, 9: 18, 10: 20, 11: 33, 12: 36, 14: 14, 15: 15, 17: 34, 18: 18, 19: 57, 20: 40, 24: 24, 25: 25, 42: 42, 31: 31}





Reading graphml/incubus-pardon_me.mid.graphml
Clustering Coefficient: 0.00958475512633
Avg Path Length: 4.85820895522
Agglomeration: 0.106911157025
Number of nodes: 134
Number of edges: 440
Unique degrees: 23
Degree Distribution: {2: 92, 3: 27, 4: 64, 5: 40, 6: 84, 7: 70, 8: 24, 9: 27, 10: 40, 12: 36, 13: 26, 14: 28, 17: 34, 18: 18, 19: 19, 20: 40, 21: 21, 23: 23, 24: 24, 25: 25, 27: 54, 28: 28, 36: 36}





Reading graphml/jackson_5-ill_be_there.mid.graphml
Clustering Coefficient: 0.00508021318707
Avg Path Length: 5.54242221479
Agglomeration: 0.0497027719917
Number of nodes: 245
Number of edges: 790
Unique degrees: 23
Degree Distribution: {2: 162, 3: 21, 4: 168, 5: 60, 6: 126, 7: 98, 8: 88, 9: 54, 10: 50, 11: 99, 12: 60, 13: 104, 14: 42, 15: 30, 16: 48, 17: 85, 18: 54, 21: 42, 24: 48, 27: 27, 30: 30, 41: 41, 43: 43}





Reading graphml/jim_croce-time_in_a_bottle.midi.graphml
Clustering Coefficient: 0.00450266482838
Avg Path Length: 4.49788263763
Agglomeration: 0.111589207451
Number of nodes: 58
Number of edges: 148
Unique degrees: 12
Degree Distribution: {2: 46, 3: 9, 4: 24, 5: 35, 6: 18, 7: 35, 8: 32, 9: 9, 12: 24, 13: 26, 15: 15, 23: 23}





Reading graphml/jimi_hendrix-little_wing.midi.graphml
Clustering Coefficient: 0.0147641629624
Avg Path Length: 4.7915592388
Agglomeration: 0.125453624281
Number of nodes: 181
Number of edges: 618
Unique degrees: 27
Degree Distribution: {2: 184, 3: 6, 4: 96, 6: 102, 7: 14, 8: 16, 9: 36, 10: 30, 11: 11, 12: 36, 13: 39, 14: 14, 15: 45, 16: 32, 17: 17, 18: 54, 19: 19, 20: 40, 22: 44, 23: 69, 24: 48, 27: 27, 28: 84, 33: 33, 38: 38, 50: 50, 52: 52}





Reading graphml/john_denver-country_road.midi.graphml
Clustering Coefficient: 0.00547413937531
Avg Path Length: 3.74232711733
Agglomeration: 0.151586786774
Number of nodes: 144
Number of edges: 607
Unique degrees: 28
Degree Distribution: {2: 92, 3: 18, 4: 72, 5: 25, 6: 78, 7: 56, 8: 64, 9: 36, 10: 40, 11: 44, 12: 24, 13: 39, 14: 14, 15: 30, 16: 16, 17: 17, 18: 18, 23: 23, 24: 48, 25: 25, 27: 27, 28: 84, 29: 58, 33: 33, 36: 72, 38: 38, 39: 78, 45: 45}





Reading graphml/johnny_cash-cry_cry_cry.midi.graphml
Clustering Coefficient: 0.0075031432452
Avg Path Length: 4.78224206349
Agglomeration: 0.135336294177
Number of nodes: 64
Number of edges: 163
Unique degrees: 13
Degree Distribution: {2: 48, 3: 18, 4: 52, 5: 25, 6: 18, 7: 14, 8: 16, 9: 18, 10: 10, 14: 28, 16: 32, 21: 21, 26: 26}





Reading graphml/journey-wheel_in_the_sky.midi.graphml
Clustering Coefficient: 0.00722414593639
Avg Path Length: 5.6711738338
Agglomeration: 0.048626191179
Number of nodes: 202
Number of edges: 616
Unique degrees: 23
Degree Distribution: {2: 140, 3: 33, 4: 80, 5: 75, 6: 126, 7: 70, 8: 72, 9: 108, 10: 50, 11: 33, 12: 72, 13: 26, 14: 28, 15: 30, 16: 16, 17: 34, 18: 72, 19: 19, 21: 21, 22: 22, 23: 46, 24: 24, 35: 35}





Reading graphml/kci_and_jojo-all_my_life.mid.graphml
Clustering Coefficient: 0.00558943801581
Avg Path Length: 4.6349194621
Agglomeration: 0.0686817384779
Number of nodes: 202
Number of edges: 813
Unique degrees: 29
Degree Distribution: {2: 94, 3: 24, 4: 128, 5: 85, 6: 54, 7: 70, 8: 112, 9: 63, 10: 40, 11: 99, 12: 72, 13: 52, 14: 42, 15: 105, 16: 16, 17: 34, 18: 72, 19: 19, 20: 40, 21: 21, 22: 22, 23: 69, 24: 24, 25: 25, 26: 78, 27: 27, 30: 60, 32: 32, 47: 47}





Reading graphml/kenny_rodgers-coward_of_the_country.midi.graphml
Clustering Coefficient: 0.00234230124961
Avg Path Length: 4.97425381636
Agglomeration: 0.0654709141274
Number of nodes: 210
Number of edges: 760
Unique degrees: 26
Degree Distribution: {2: 136, 3: 27, 4: 132, 5: 50, 6: 72, 7: 70, 8: 80, 9: 54, 10: 70, 11: 77, 12: 60, 13: 26, 14: 42, 16: 32, 17: 51, 18: 108, 19: 57, 20: 20, 21: 21, 23: 92, 24: 24, 26: 26, 27: 81, 35: 35, 37: 37, 40: 40}





Reading graphml/kenny_wayne_sheppard-slow ride.mid.graphml
Clustering Coefficient: 0.013208521567
Avg Path Length: 3.02405180389
Agglomeration: 0.280821799308
Number of nodes: 47
Number of edges: 170
Unique degrees: 17
Degree Distribution: {2: 30, 3: 6, 4: 40, 5: 15, 6: 6, 7: 7, 8: 8, 9: 27, 11: 11, 12: 12, 34: 34, 14: 14, 15: 15, 16: 16, 17: 17, 20: 60, 22: 22}





Reading graphml/kiss-detroit_rock_city.midi.graphml
Clustering Coefficient: 0.0115872459227
Avg Path Length: 4.89082071713
Agglomeration: 0.0490444368513
Number of nodes: 251
Number of edges: 902
Unique degrees: 26
Degree Distribution: {2: 164, 3: 30, 4: 116, 5: 40, 6: 102, 7: 77, 8: 128, 9: 99, 10: 140, 11: 66, 12: 72, 13: 78, 14: 98, 15: 45, 16: 64, 17: 34, 18: 54, 19: 76, 20: 20, 24: 72, 26: 26, 27: 27, 28: 56, 29: 58, 30: 30, 32: 32}





Reading graphml/louis_armstrong-they_cant_take_that_away_from_me.midi.graphml
Clustering Coefficient: 0.0216307343687
Avg Path Length: 3.85285285285
Agglomeration: 0.147887902696
Number of nodes: 37
Number of edges: 78
Unique degrees: 10
Degree Distribution: {2: 40, 3: 3, 4: 24, 5: 5, 6: 6, 7: 14, 8: 16, 10: 20, 12: 12, 16: 16}





Reading graphml/madonna-like_a_virgin.midi.graphml
Clustering Coefficient: 0.00785580667873
Avg Path Length: 5.25450864925
Agglomeration: 0.0419577343638
Number of nodes: 209
Number of edges: 554
Unique degrees: 23
Degree Distribution: {2: 172, 3: 39, 4: 136, 5: 70, 6: 72, 7: 70, 8: 48, 9: 27, 10: 60, 11: 44, 12: 12, 13: 39, 14: 70, 15: 15, 16: 48, 18: 18, 19: 19, 21: 21, 22: 22, 23: 23, 24: 24, 27: 27, 32: 32}





Reading graphml/mamas_and_the_papas-california_dreaming.midi.graphml
Clustering Coefficient: 0.00885980927237
Avg Path Length: 4.28859699219
Agglomeration: 0.103765035426
Number of nodes: 103
Number of edges: 357
Unique degrees: 22
Degree Distribution: {2: 78, 3: 15, 4: 36, 5: 20, 6: 36, 7: 14, 8: 56, 9: 36, 10: 50, 11: 11, 12: 12, 13: 39, 14: 14, 15: 90, 16: 16, 17: 17, 18: 18, 19: 38, 21: 21, 22: 44, 25: 25, 28: 28}





Reading graphml/michael_jackson-beat_it.midi.graphml
Clustering Coefficient: 0.00261466308689
Avg Path Length: 5.14806384092
Agglomeration: 0.0849909867224
Number of nodes: 196
Number of edges: 606
Unique degrees: 27
Degree Distribution: {2: 178, 3: 36, 4: 92, 5: 60, 6: 60, 7: 42, 8: 16, 9: 18, 10: 80, 11: 22, 12: 60, 13: 13, 14: 56, 15: 30, 16: 48, 17: 17, 19: 57, 20: 20, 23: 23, 24: 48, 26: 26, 28: 28, 29: 29, 36: 36, 38: 38, 39: 39, 40: 40}





Reading graphml/miles_davis-alone_together.midi.graphml
Clustering Coefficient: 0.00816191426634
Avg Path Length: 5.64979873581
Agglomeration: 0.0319343444501
Number of nodes: 1378
Number of edges: 4781
Unique degrees: 57
Degree Distribution: {129: 129, 2: 1044, 3: 114, 4: 1056, 5: 220, 6: 762, 7: 280, 8: 584, 9: 162, 10: 410, 11: 253, 12: 360, 13: 156, 14: 238, 15: 285, 16: 192, 17: 187, 18: 72, 19: 76, 20: 80, 21: 105, 22: 66, 23: 115, 24: 120, 25: 125, 26: 26, 28: 56, 29: 87, 30: 180, 31: 62, 32: 32, 33: 33, 34: 68, 35: 35, 36: 72, 37: 111, 38: 38, 39: 78, 40: 40, 41: 82, 43: 43, 44: 44, 45: 45, 46: 46, 48: 48, 49: 196, 52: 52, 55: 55, 56: 112, 71: 71, 79: 79, 80: 80, 141: 141, 82: 82, 84: 84, 87: 87, 106: 106}





Reading graphml/mozart-sym40-1.midi.graphml
Clustering Coefficient: 0.00186153221144
Avg Path Length: 4.26271726272
Agglomeration: 0.0898119768608
Number of nodes: 297
Number of edges: 1314
Unique degrees: 37
Degree Distribution: {2: 144, 3: 21, 4: 228, 5: 90, 6: 222, 7: 35, 8: 80, 9: 45, 10: 120, 11: 77, 12: 108, 13: 78, 14: 56, 15: 30, 16: 96, 17: 34, 18: 54, 19: 38, 20: 40, 21: 84, 22: 44, 23: 92, 26: 52, 27: 27, 29: 29, 31: 62, 32: 64, 33: 66, 34: 34, 35: 35, 36: 36, 40: 40, 46: 92, 47: 47, 54: 108, 58: 58, 62: 62}





Reading graphml/muddy_waters_honey_bee.midi.graphml
Clustering Coefficient: 0.0290816066575
Avg Path Length: 3.5689902467
Agglomeration: 0.180050430786
Number of nodes: 84
Number of edges: 303
Unique degrees: 19
Degree Distribution: {33: 33, 2: 58, 3: 33, 4: 32, 6: 36, 7: 21, 8: 40, 9: 27, 11: 11, 12: 36, 34: 34, 14: 28, 15: 15, 16: 16, 17: 17, 19: 19, 20: 80, 22: 22, 24: 48}





Reading graphml/patsy_cline-crying_time.midi.graphml
Clustering Coefficient: 0.00381352412608
Avg Path Length: 6.49346726801
Agglomeration: 0.042327700282
Number of nodes: 271
Number of edges: 832
Unique degrees: 25
Degree Distribution: {2: 182, 3: 36, 4: 156, 5: 115, 6: 126, 7: 112, 8: 80, 9: 63, 10: 60, 11: 110, 12: 84, 13: 39, 14: 42, 15: 90, 16: 32, 17: 34, 18: 36, 19: 38, 20: 40, 21: 21, 22: 44, 23: 23, 27: 27, 30: 30, 44: 44}





Reading graphml/paul_simon-loves_me_like_a_rock.midi.graphml
Clustering Coefficient: 0.00495885644313
Avg Path Length: 4.71599169263
Agglomeration: 0.0828193911578
Number of nodes: 108
Number of edges: 334
Unique degrees: 17
Degree Distribution: {2: 66, 3: 12, 4: 60, 5: 40, 6: 42, 7: 70, 8: 56, 9: 72, 10: 30, 12: 24, 13: 13, 14: 42, 15: 15, 17: 51, 19: 19, 20: 20, 36: 36}





Reading graphml/ponce-prelude_in_e.midi.graphml
Clustering Coefficient: 0.0259208328871
Avg Path Length: 4.04036640273
Agglomeration: 0.183162300837
Number of nodes: 114
Number of edges: 483
Unique degrees: 25
Degree Distribution: {2: 62, 3: 6, 4: 76, 5: 35, 6: 60, 7: 35, 8: 24, 9: 45, 10: 80, 11: 22, 12: 36, 13: 39, 18: 36, 19: 19, 20: 20, 21: 42, 24: 24, 26: 26, 27: 27, 29: 58, 31: 31, 35: 35, 36: 36, 44: 44, 48: 48}





Reading graphml/rachmaninoff-32_3.midi.graphml
Clustering Coefficient: 0.0240651926879
Avg Path Length: 3.5535655058
Agglomeration: 0.163575701495
Number of nodes: 135
Number of edges: 554
Unique degrees: 30
Degree Distribution: {2: 108, 3: 21, 4: 56, 5: 15, 6: 48, 7: 28, 8: 48, 9: 27, 10: 40, 11: 22, 12: 24, 13: 13, 14: 14, 15: 15, 16: 16, 17: 34, 18: 54, 19: 38, 20: 80, 21: 21, 22: 22, 24: 48, 25: 25, 26: 26, 30: 30, 31: 62, 34: 34, 38: 38, 48: 48, 53: 53}





Reading graphml/randy_travis-look_hearts_no_hands.midi.graphml
Clustering Coefficient: 0.00761000345277
Avg Path Length: 5.72431077694
Agglomeration: 0.0678204307355
Number of nodes: 133
Number of edges: 377
Unique degrees: 19
Degree Distribution: {2: 108, 3: 18, 4: 88, 5: 15, 6: 48, 7: 42, 8: 48, 9: 27, 10: 50, 11: 22, 12: 24, 13: 39, 14: 28, 15: 30, 16: 64, 17: 17, 19: 19, 21: 42, 25: 25}





Reading graphml/snoop_dogg-drop_it_like_its_hot.midi.graphml
Clustering Coefficient: 0.00358618500602
Avg Path Length: 5.61263736264
Agglomeration: 0.0622171945701
Number of nodes: 92
Number of edges: 221
Unique degrees: 14
Degree Distribution: {2: 60, 3: 57, 4: 44, 5: 30, 6: 18, 7: 35, 8: 56, 9: 18, 10: 20, 12: 24, 13: 13, 14: 14, 15: 15, 19: 38}





Reading graphml/stevie_ray_vaughn-crossfire.mid.graphml
Clustering Coefficient: 0.00875107950906
Avg Path Length: 4.46595866409
Agglomeration: 0.0949121030199
Number of nodes: 237
Number of edges: 826
Unique degrees: 35
Degree Distribution: {2: 170, 3: 63, 4: 136, 5: 100, 6: 84, 7: 49, 8: 64, 9: 27, 10: 90, 11: 55, 12: 24, 13: 13, 14: 14, 15: 15, 16: 16, 17: 34, 18: 36, 19: 19, 20: 40, 21: 21, 22: 22, 23: 23, 24: 24, 25: 25, 26: 52, 27: 27, 28: 56, 30: 30, 31: 31, 36: 36, 40: 40, 44: 44, 47: 47, 59: 59, 66: 66}





Reading graphml/stravinsky-dance_convertantes.midi.graphml
Clustering Coefficient: 0.00863537876656
Avg Path Length: 5.85629957743
Agglomeration: 0.04860939897
Number of nodes: 329
Number of edges: 936
Unique degrees: 23
Degree Distribution: {2: 266, 3: 24, 4: 272, 5: 50, 6: 192, 7: 70, 8: 112, 9: 108, 10: 70, 11: 33, 12: 36, 13: 39, 15: 45, 16: 80, 17: 34, 18: 72, 19: 38, 20: 80, 26: 52, 31: 31, 49: 49, 59: 59, 60: 60}





Reading graphml/sugar_hill_gang-rappers_delight.mid.graphml
Clustering Coefficient: 0.00170970723729
Avg Path Length: 6.22054054054
Agglomeration: 0.0498332296908
Number of nodes: 75
Number of edges: 133
Unique degrees: 9
Degree Distribution: {2: 86, 3: 24, 4: 16, 5: 25, 6: 36, 7: 21, 8: 24, 10: 20, 14: 14}





Reading graphml/tchaikovsky-dance_of_the_sugar_plum_fairies.midi.graphml
Clustering Coefficient: 0.0364739597371
Avg Path Length: 3.65697115385
Agglomeration: 0.14896120973
Number of nodes: 65
Number of edges: 195
Unique degrees: 15
Degree Distribution: {32: 32, 2: 34, 3: 36, 4: 32, 5: 20, 6: 12, 7: 21, 8: 24, 9: 45, 10: 10, 11: 55, 12: 12, 17: 17, 19: 19, 21: 21}





Reading graphml/the_beatles-love_me_do.mid.graphml
Clustering Coefficient: 0.0205142407243
Avg Path Length: 3.41748768473
Agglomeration: 0.226261240665
Number of nodes: 29
Number of edges: 81
Unique degrees: 11
Degree Distribution: {2: 18, 3: 3, 4: 24, 5: 5, 6: 30, 7: 7, 8: 8, 9: 9, 10: 10, 12: 12, 18: 36}





Reading graphml/the_police-every_breath_you_take.mid.graphml
Clustering Coefficient: 0.00708310802807
Avg Path Length: 6.0186517005
Agglomeration: 0.0681648199446
Number of nodes: 173
Number of edges: 570
Unique degrees: 25
Degree Distribution: {2: 78, 3: 48, 4: 140, 5: 80, 6: 72, 7: 77, 8: 40, 9: 81, 10: 30, 11: 33, 12: 36, 13: 52, 14: 14, 15: 30, 17: 34, 19: 19, 20: 20, 21: 21, 22: 22, 23: 69, 25: 25, 27: 27, 29: 29, 30: 30, 33: 33}





Reading graphml/tina_turner-whats_love_got_to_do_with_it.mid.graphml
Clustering Coefficient: 0.00395021595162
Avg Path Length: 4.58095376845
Agglomeration: 0.0767612191936
Number of nodes: 144
Number of edges: 476
Unique degrees: 23
Degree Distribution: {2: 90, 3: 48, 4: 60, 5: 35, 6: 60, 7: 91, 8: 24, 9: 36, 10: 10, 11: 88, 12: 12, 13: 13, 14: 56, 15: 30, 16: 64, 17: 17, 18: 54, 19: 19, 20: 20, 22: 22, 32: 32, 34: 34, 37: 37}





Reading graphml/tupac-california-love.midi.graphml
Clustering Coefficient: 0.00298552444228
Avg Path Length: 4.75743696717
Agglomeration: 0.0824974207134
Number of nodes: 149
Number of edges: 532
Unique degrees: 24
Degree Distribution: {2: 82, 3: 36, 4: 60, 5: 60, 6: 54, 7: 98, 8: 48, 9: 36, 10: 50, 11: 33, 12: 48, 13: 26, 14: 70, 15: 15, 16: 32, 17: 34, 18: 36, 19: 19, 20: 20, 22: 88, 24: 24, 28: 28, 33: 33, 34: 34}





Reading graphml/vince_gill-dont_let_our_love_slip_away.midi.graphml
Clustering Coefficient: 0.00561630861507
Avg Path Length: 4.21065045512
Agglomeration: 0.133841059603
Number of nodes: 174
Number of edges: 755
Unique degrees: 33
Degree Distribution: {2: 134, 3: 36, 4: 60, 5: 30, 6: 42, 7: 28, 8: 72, 9: 54, 10: 30, 11: 33, 12: 12, 13: 13, 14: 14, 15: 75, 16: 48, 17: 17, 18: 18, 19: 38, 20: 40, 21: 42, 22: 22, 23: 115, 24: 72, 25: 25, 26: 78, 28: 84, 29: 29, 31: 31, 32: 32, 37: 37, 43: 43, 44: 44, 62: 62}





Reading graphml/whitney_houston-im_every_woman.mid.graphml
Clustering Coefficient: 0.00336842333975
Avg Path Length: 5.32406834859
Agglomeration: 0.0916237707253
Number of nodes: 312
Number of edges: 1118
Unique degrees: 38
Degree Distribution: {2: 226, 3: 75, 4: 208, 5: 80, 6: 144, 7: 42, 8: 88, 9: 36, 10: 60, 11: 55, 12: 48, 13: 91, 14: 56, 16: 16, 17: 34, 18: 36, 19: 38, 20: 40, 21: 63, 22: 22, 23: 23, 24: 48, 25: 50, 26: 26, 27: 27, 28: 28, 29: 58, 33: 33, 35: 35, 37: 37, 39: 39, 40: 80, 44: 44, 46: 46, 48: 48, 50: 50, 51: 51, 55: 55}


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